K2 Horizon 375B A23B vs K2 Horizon MoVA 36B A4B
| Benchmark | K2 Horizon 375B A23B | K2 Horizon MoVA 36B A4B |
|---|---|---|
| Humanity's Last Exam | 32 | 23.4 |
| Terminal-Bench 4.0 | 1.5 | 0 |
| AutomationBench-AA | 37.2 | 26.1 |
Specs
| Spec | K2 Horizon 375B A23B | K2 Horizon MoVA 36B A4B |
|---|---|---|
| Input, per 1M | $1 | $1 |
| Output, per 1M | $4 | $4 |
| Speed, tok/s | 1,062 | — |
| Context | 524K | 524K |
| Weights | Open | Open |
| Released | Sep 2026 | Sep 2026 |
| Memory (4-bit) | 228 GB | 22 GB |
| Licence | Apache-2.0 | Apache-2.0 |
| Commercial use | Allowed | Allowed |
| See images | — | — |
| Read PDFs | ? | ? |
| Hear audio | — | — |
| Watch video | — | — |
| Call tools | ✓ | ✓ |
| Force a tool call | ? | ? |
| Return strict JSON | Partial | Partial |
| Search the web | ? | ? |
| Run code | ? | ? |
| Use a computer | ? | ? |
What breaks when you switch
K2 Horizon 375B A23B → K2 Horizon MoVA 36B A4B
Nothing known.
K2 Horizon MoVA 36B A4B → K2 Horizon 375B A23B
Memory (4-bit): 22 GB → 228 GB
Training behavior may differ · Self-hosted training›
Bundled Hugging Face training may differ from native xLLM, including load-balancing loss; continue original pretraining with native xLLM checkpoints and runtime.